Video Summarization on SumMe 5FCV (traditional train val (TV))
0.282Kendall's TauTripleSumm
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TripleSummPre-training configuration=MoSu, Evaluation protocol=5-fold cross-validation2026.03 | 0.282 | 0.314 | |
| TripleSummPre-training configuration=Full, Evaluation protocol=5-fold cross-validation2026.03 | 0.265 | 0.296 | |
| SummDiffEvaluation protocol=5-fold cross-validation2026.03 | 0.256 | 0.285 | |
| LLMVSEvaluation protocol=5-fold cross-validation2026.03 | 0.253 | 0.282 | |
| CSTAEvaluation protocol=5-fold cross-validation2026.03 | 0.246 | 0.274 | |
| UMTEvaluation protocol=5-fold cross-validation2026.03 | 0.241 | 0.268 | |
| Joint-VAEvaluation protocol=5-fold cross-validation2026.03 | 0.23 | 0.256 | |
| HumanEvaluation protocol=5-fold cross-validation2026.03 | 0.205 | 0.213 | |
| PGL-SUMEvaluation protocol=5-fold cross-validation2026.03 | 0.192 | 0.213 | |
| SSPVSEvaluation protocol=5-fold cross-validation2026.03 | 0.192 | 0.257 | |
| VASNetEvaluation protocol=5-fold cross-validation2026.03 | 0.16 | 0.17 | |
| A2SummEvaluation protocol=5-fold cross-validation2026.03 | 0.108 | 0.129 | |
| AC-SUM-GANEvaluation protocol=5-fold cross-validation2026.03 | 0.102 | 0.088 | |
| iPTNetEvaluation protocol=5-fold cross-validation2026.03 | 0.101 | 0.119 | |
| DMASumEvaluation protocol=5-fold cross-validation2026.03 | 0.063 | 0.089 | |
| DSNet-ABEvaluation protocol=5-fold cross-validation2026.03 | 0.051 | 0.059 | |
| SUM-GANEvaluation protocol=5-fold cross-validation2026.03 | 0.049 | 0.066 | |
| DSNet-AFEvaluation protocol=5-fold cross-validation2026.03 | 0.037 | 0.046 | |
| RandomEvaluation protocol=5-fold cross-validation2026.03 | 0 | 0 |